ARM template with managed private endpoint fails while creating a release in azure devops - azure-devops

Question

I have created a data factory with a pipeline moving data from storage account to azure sql.
Company advised me to use a managed private endpoint to create connection with azure sql.
Scenario:
I have a Dev resource group where my storage account, data factory and sql sit and a Sit resource group where Sit resources sit. I have created managed private endpoint in both data factories with same name, but pointing to different sql servers.
sql_mpe: /subscriptions/123456789/resourceGroups/rg-dev/providers/Microsoft.Sql/servers/dev-sql-server
sql_mpe: /subscriptions/123456789/resourceGroups/rg-sit/providers/Microsoft.Sql/servers/sit-sql-server
As you can see managed private endpoint created has the same name but pointing to different sql servers based on the environment.
Now when I publish the dev adf to azure git, it takes the dev managed private endpoint keys as parameters as follows:
-sql_mpe_properties_privateLinkResourceId "/subscriptions/123456789/resourceGroups/rg-sit/providers/Microsoft.Sql/servers/sit-sql-server"
-sql_mpe_properties_groupId "sqlServer"
-sql_mpe_properties_ipAddress {}
-sql_mpe_properties_resourceId "/subscriptions/987654321/resourceGroups/vnet-45645632-UKSouth-567-rg/providers/Microsoft.Network/privateEndpoints/sit-sql-server.sql_mpe"
For some weird reason, in privateLinkResourceId, resource group and subscription are correct but in resourceId, they are weird values. I don't where they come from hence can't comment on it.
Now when I run my release pipeline, I get the following error:
2022-03-14T15:33:41.5334804Z ##[error]At least one resource deployment operation failed. Please list deployment operations for details. Please see https://aka.ms/DeployOperations for usage details.
2022-03-14T15:33:41.5366078Z ##[debug]Processed: ##vso[task.issue type=error;]At least one resource deployment operation failed. Please list deployment operations for details. Please see https://aka.ms/DeployOperations for usage details.
2022-03-14T15:33:41.5373551Z ##[error]Details:
2022-03-14T15:33:41.5374630Z ##[debug]Processed: ##vso[task.issue type=error;]Details:
2022-03-14T15:33:41.5376732Z ##[error]ManagedPrivateEndpointInvalidPayload: Managed private endpoint 'sql_mpe' is invalid.
Error is very generic, hence I went through the docs to understand it. I found the below reason from azure doc Best practices for CI CD:
If a private endpoint already exists in a factory and you try to
deploy an ARM template that contains a private endpoint with the same
name but with modified properties, the deployment will fail.
So I got to know that if you deploy managed private endpoint with same name but different modifies properties (like my sit endpoint is pointing to sit), it will fail.
So now I know why pipeline is failing.
I have to fix this issue for a successful release.
Below are my possible options that I can go with , but don't know how to ? This is where I require some help/ assistance:
resourceId value needs to be understood and changed for SIT (I mentioned some weird values are getting there, and in template, I am just overriding the 'dev' part to 'sit'. I am not changing the vnet resource group and other values.
Remove managed private endpoint parameters from template before publishing to azure git or remove them before creating a release. If I release them in pipeline, error is caused.
Need some insight and help here.